Tutorials › Physiologically-Based Pharmacokinetics (PBPK) › Converting Particle-Size Data to Dissolving Surface Area

Dissolution and Solubility Modeling · Tutorial 243 of 799

Converting Particle-Size Data to Dissolving Surface Area

Learn to calculate particle surface area from size and density, combine size bins using the correct weighting, and recognize when the calculated area may not equal the area actually wetted during dissolution.

Advanced 10 min read

What You'll Learn

  • Derive the specific surface area of a sphere and convert it to practical units.
  • Calculate total geometric area from particle mass and size-bin mass fractions.
  • Convert number fractions to mass fractions before using a mass-weighted area formula.
  • Identify how diameter choice, density variation, agglomeration, and incomplete wetting affect the estimate.
  • Compare size-based geometric estimates with direct surface-area measurements.

Why Convert Particle Size to Surface Area?

Dissolution occurs at the solid–liquid interface, so particle size alone does not specify how much interface is available. For the same mass and material, smaller particles generally provide more geometric surface area than larger particles. A particle-size distribution can therefore be converted into an estimated surface area, provided its weighting, density, and geometric assumptions are handled consistently.

This tutorial derives that conversion for spherical particles and applies it to size bins. The result is a geometric estimate. It represents the area available for dissolution only to the extent that the particles are separate, their surfaces are exposed, and liquid wets those surfaces. In a dissolution model, that distinction matters: a calculated area is not automatically the actual wetted area at every time.

Definition: The specific surface area is particle surface area per unit particle mass. For a powder of mass \(M\) and total geometric particle area \(A\), it is \(A/M\), commonly expressed in \(\mathrm{m^2/g}\). The total wetted area is the portion of the particle surface actually in contact with liquid; if all geometric surface is exposed and wetted, it equals \(A\).

Deriving the Spherical-Particle Formula

For one sphere with diameter \(d\), its surface area is \(\pi d^2\) and its volume is \(\pi d^3/6\). If the solid has density \(\rho\), the particle mass is density multiplied by volume. Dividing area by mass gives the specific area of that particle:

$$ \frac{A}{m} = \frac{\pi d^2}{\rho(\pi d^3/6)} = \frac{6}{\rho d}. $$

Thus, for spheres of common density, specific area is inversely proportional to diameter. Halving diameter doubles area per unit mass. This is a consequence of geometry, not a separate dissolution-rate assumption.

For practical units, when \(\rho\) is in \(\mathrm{g/cm^3}\) and \(d\) is in micrometres, the conversion is:

$$ \mathrm{SSA}\;(\mathrm{m^2/g}) = \frac{6}{\rho\;(\mathrm{g/cm^3})\,d\;(\mathrm{\mu m})}. $$

For example, \(1\ \mathrm{g/cm^3}=10^6\ \mathrm{g/m^3}\) and \(1\ \mathrm{\mu m}=10^{-6}\ \mathrm{m}\), so the product \(\rho d\) in these practical units has the appropriate numerical scaling for the expression above. Always use one consistent unit convention; inserting a diameter in millimetres into this formula without conversion produces a thousand-fold error.

Worked Example: Specific Area and Total Area for One Size

A hypothetical powder has spherical particles of diameter \(8.00\ \mathrm{\mu m}\), solid density \(1.25\ \mathrm{g/cm^3}\), and mass \(2.50\ \mathrm{g}\). Assume all particle surfaces are separate and fully wetted. Calculate specific area and total area.

The specific-area formula is \(6/(\rho d)\). Substitution gives:

$$ \mathrm{SSA} = \frac{6}{(1.25)(8.00)} = \frac{6}{10.0} = 0.600\ \mathrm{m^2/g}. $$

The total geometric area is specific area multiplied by mass:

$$ A=(0.600\ \mathrm{m^2/g})(2.50\ \mathrm{g}) =1.50\ \mathrm{m^2}. $$

Under the stated full-wetting assumption, the estimated wetted area is \(1.50\ \mathrm{m^2}\). Without that assumption, \(1.50\ \mathrm{m^2}\) is the geometric estimate, not proof that this much area contacts liquid.

Combining Size Bins with Mass Fractions

For a polydisperse powder, each size bin contributes its own area. Let \(w_i\) be the fraction of total particle mass in bin \(i\), \(d_i\) its representative spherical diameter, and \(M\) the total powder mass. The mass in the bin is \(Mw_i\), so its area is that mass multiplied by its specific area. Adding the bin contributions gives:

$$ A = \sum_i Mw_i\frac{6}{\rho d_i} = \frac{6M}{\rho}\sum_i\frac{w_i}{d_i}, \qquad \mathrm{SSA} = \frac{A}{M} = \frac{6}{\rho}\sum_i\frac{w_i}{d_i}. $$

The mass fractions must satisfy \(w_i\geq 0\) and \(\sum_i w_i=1\). Notice that the relevant average is a mass-weighted average of reciprocal diameters, not the reciprocal of the mass-weighted average diameter. In general, \(\sum_i w_i/d_i\) is not equal to \(1/\sum_i w_i d_i\).

This distinction matters because small particles have disproportionately high area per unit mass. Using one average diameter can hide that contribution. For broad bins, the representative diameter also matters: the exact bin contribution depends on the within-bin distribution of reciprocal diameter by mass. A single midpoint is an approximation unless the bin is sufficiently narrow or the distribution is otherwise known.

Worked Example: Total Area from Mass-Weighted Bins

A hypothetical \(1.80\ \mathrm{g}\) powder has density \(1.20\ \mathrm{g/cm^3}\). Its mass fractions are \(0.20\), \(0.50\), and \(0.30\) in representative diameter bins of \(4.00\), \(12.0\), and \(30.0\ \mathrm{\mu m}\), respectively. Assume spherical, nonporous particles of common density and complete exposure to liquid.

First check the fractions: \(0.20+0.50+0.30=1.00\). The bin-based specific area is:

$$ \begin{aligned} \mathrm{SSA} &= \frac{6}{1.20} \left( \frac{0.20}{4.00} + \frac{0.50}{12.0} + \frac{0.30}{30.0} \right)\\ &= 5.00(0.0500+0.04167+0.0100)\\ &= 5.00(0.10167) = 0.5083\ \mathrm{m^2/g}. \end{aligned} $$

The estimated total area is therefore:

$$ A=(1.80\ \mathrm{g})(0.5083\ \mathrm{m^2/g}) =0.9150\ \mathrm{m^2}. $$

A direct bin check gives the same result. The bin masses are \(0.360\), \(0.900\), and \(0.540\ \mathrm{g}\). Their specific areas are \(1.25\), \(0.4167\), and \(0.1667\ \mathrm{m^2/g}\), so their area contributions are \(0.450\), \(0.375\), and \(0.0900\ \mathrm{m^2}\). These sum to \(0.915\ \mathrm{m^2}\).

Number Fractions Are Not Mass Fractions

A particle-size distribution may be reported by number rather than by mass. Those fractions cannot be inserted directly as the \(w_i\) in the mass-weighted formula. For equal-density spheres, a particle’s mass is proportional to \(d^3\). Consequently, a few large particles can account for most of the powder mass even when most particles by number are small.

If \(q_i\) is the number fraction in bin \(i\), the total area divided by total mass is obtained by summing particle areas and masses. The number-weighted form is:

$$ \mathrm{SSA} = \frac{6}{\rho} \frac{\sum_i q_i d_i^2}{\sum_i q_i d_i^3}. $$

Equivalently, convert the number fractions to mass fractions using \(w_i=q_i d_i^3/\sum_j q_jd_j^3\), then use the mass-weighted formula. Both approaches assume common density and representative diameters for the bins.

Worked Example: Correcting Number-Weighted Size Data

A hypothetical number-based distribution contains \(90.0\%\) of particles at \(5.00\ \mathrm{\mu m}\) and \(10.0\%\) at \(20.0\ \mathrm{\mu m}\). The common density is \(1.20\ \mathrm{g/cm^3}\). Calculate specific area, first by converting to mass fractions.

The relative mass contributions are proportional to number fraction times diameter cubed:

$$ 0.900(5.00)^3=112.5,\qquad 0.100(20.0)^3=800. $$

Their sum is \(912.5\), giving mass fractions \(w_1=112.5/912.5=0.1233\) and \(w_2=800/912.5=0.8767\). The larger particles are only \(10.0\%\) of the count but approximately \(87.67\%\) of the mass. Now calculate:

$$ \begin{aligned} \mathrm{SSA} &= \frac{6}{1.20} \left( \frac{0.1233}{5.00} + \frac{0.8767}{20.0} \right)\\ &= 5.00(0.02466+0.04384)\\ &= 0.3425\ \mathrm{m^2/g}. \end{aligned} $$

As a check, using the number-based formula gives \(5.00[(0.900)(5.00^2)+(0.100)(20.0^2)]/[(0.900)(5.00^3)+(0.100)(20.0^3)] = 5.00(62.5/912.5)=0.3425\ \mathrm{m^2/g}\). Directly treating the number fractions as mass fractions would instead give \(5.00(0.900/5.00+0.100/20.0)=0.9250\ \mathrm{m^2/g}\), an overestimate for these data. For a \(0.750\ \mathrm{g}\) sample, the corrected total geometric area is \((0.750)(0.3425)=0.2568\ \mathrm{m^2}\).

Assumptions, Diagnostics, and Alternatives

The conversion is most defensible when the particles are approximately spherical, their diameters are defined on a compatible basis, the density is known, and the size data represent the powder being modeled. It also assumes particles are not so agglomerated that internal contact surfaces are inaccessible. If a fraction \(f_{\mathrm{wet}}\) of the geometric area is actually wetted, a simple representation is \(A_{\mathrm{wet}}=f_{\mathrm{wet}}A\), with \(0\leq f_{\mathrm{wet}}\leq1\). This factor should not be silently assumed to equal one when wetting or aggregation is uncertain.

Useful checks include confirming that mass fractions sum to one, diameters and density use the required units, and the calculated specific area increases when mass shifts toward smaller sizes. A result that decreases after adding a substantial fine-particle mass fraction suggests a weighting or arithmetic error. Also inspect the smallest bin: because its contribution is proportional to \(w_i/d_i\), a small mass fraction at very small diameter can dominate the area. If an instrument reports a number distribution, first convert its weighting; do not label number percentages as mass percentages.

A geometric estimate is not the only route to surface area. Direct gas-adsorption methods such as BET measure accessible surface under the measurement conditions and can include roughness and accessible porosity that a smooth-sphere calculation omits. Conversely, such measured area may not equal the area wetted by a dissolution medium. Particle-sizing methods may report volume-based equivalent diameters, which can be converted under the spherical and density assumptions, but those diameters do not directly describe irregular shape or surface texture.

For irregular, porous, coated, or strongly agglomerated particles, the spherical estimate can be systematically different from the effective dissolution area. A shape factor or an experimentally measured area may be more appropriate, but the choice depends on what the measurement represents. The calculation here supplies a transparent geometric baseline; it does not determine the time evolution of particle size or dissolution.

Common pitfall: Applying \(6/(\rho d)\) to a number fraction as if it were a mass fraction gives the wrong weighting. Convert number fractions using particle mass proportional to \(d^3\), or use the number-based area-to-mass ratio. Also distinguish calculated geometric area from experimentally accessible or actually wetted area.

Check Your Understanding

Answer each question, then compare with the solutions below.

  1. For spheres with density \(1.50\ \mathrm{g/cm^3}\) and diameter \(10.0\ \mathrm{\mu m}\), what is the specific area?
  2. A powder has mass fractions \(0.25\) at \(5.00\ \mathrm{\mu m}\) and \(0.75\) at \(15.0\ \mathrm{\mu m}\), with density \(1.00\ \mathrm{g/cm^3}\). Calculate its specific area.
  3. Why can a bin containing \(10\%\) of particles by number contribute much more than \(10\%\) of the powder mass?
  4. A calculated geometric area is \(0.800\ \mathrm{m^2}\), but the assumed wetted fraction is \(0.60\). What area does this simple model assign as wetted?

Solutions. (1) \(6/[(1.50)(10.0)]=0.400\ \mathrm{m^2/g}\). (2) \((6/1.00)[0.25/5.00+0.75/15.0]=6(0.0500+0.0500)=0.600\ \mathrm{m^2/g}\). (3) At equal density, particle mass is proportional to \(d^3\), so larger particles weigh much more per particle than smaller ones; number fractions and mass fractions therefore differ. (4) \(A_{\mathrm{wet}}=(0.60)(0.800)=0.480\ \mathrm{m^2}\). This is the model’s wetted-area estimate under the stated fraction, not a direct measurement.